Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 145460 |
| Missing cells | 343248 |
| Missing cells (%) | 10.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 25.5 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 16 |
| Boolean | 2 |
Date has a high cardinality: 3436 distinct values | High cardinality |
MinTemp is highly overall correlated with MaxTemp and 3 other fields | High correlation |
MaxTemp is highly overall correlated with MinTemp and 3 other fields | High correlation |
Evaporation is highly overall correlated with MinTemp and 4 other fields | High correlation |
Sunshine is highly overall correlated with Humidity9am and 4 other fields | High correlation |
WindGustSpeed is highly overall correlated with WindSpeed9am and 1 other fields | High correlation |
WindSpeed9am is highly overall correlated with WindGustSpeed | High correlation |
WindSpeed3pm is highly overall correlated with WindGustSpeed | High correlation |
Humidity9am is highly overall correlated with Evaporation and 2 other fields | High correlation |
Humidity3pm is highly overall correlated with Sunshine and 4 other fields | High correlation |
Pressure9am is highly overall correlated with Pressure3pm | High correlation |
Pressure3pm is highly overall correlated with Pressure9am | High correlation |
Cloud9am is highly overall correlated with Sunshine and 2 other fields | High correlation |
Cloud3pm is highly overall correlated with Sunshine and 2 other fields | High correlation |
Temp9am is highly overall correlated with MinTemp and 3 other fields | High correlation |
Temp3pm is highly overall correlated with MinTemp and 5 other fields | High correlation |
MinTemp has 1485 (1.0%) missing values | Missing |
Rainfall has 3261 (2.2%) missing values | Missing |
Evaporation has 62790 (43.2%) missing values | Missing |
Sunshine has 69835 (48.0%) missing values | Missing |
WindGustDir has 10326 (7.1%) missing values | Missing |
WindGustSpeed has 10263 (7.1%) missing values | Missing |
WindDir9am has 10566 (7.3%) missing values | Missing |
WindDir3pm has 4228 (2.9%) missing values | Missing |
WindSpeed9am has 1767 (1.2%) missing values | Missing |
WindSpeed3pm has 3062 (2.1%) missing values | Missing |
Humidity9am has 2654 (1.8%) missing values | Missing |
Humidity3pm has 4507 (3.1%) missing values | Missing |
Pressure9am has 15065 (10.4%) missing values | Missing |
Pressure3pm has 15028 (10.3%) missing values | Missing |
Cloud9am has 55888 (38.4%) missing values | Missing |
Cloud3pm has 59358 (40.8%) missing values | Missing |
Temp9am has 1767 (1.2%) missing values | Missing |
Temp3pm has 3609 (2.5%) missing values | Missing |
RainToday has 3261 (2.2%) missing values | Missing |
RainTomorrow has 3267 (2.2%) missing values | Missing |
Rainfall has 91080 (62.6%) zeros | Zeros |
Sunshine has 2359 (1.6%) zeros | Zeros |
WindSpeed9am has 8745 (6.0%) zeros | Zeros |
Cloud9am has 8642 (5.9%) zeros | Zeros |
Cloud3pm has 4974 (3.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-10 06:13:24.500996 |
|---|---|
| Analysis finished | 2023-03-10 06:14:05.945681 |
| Duration | 41.44 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Date
Categorical
| Distinct | 3436 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 2013-11-12 | 49 |
|---|---|
| 2014-09-01 | 49 |
| 2014-08-23 | 49 |
| 2014-08-24 | 49 |
| 2014-08-25 | 49 |
| Other values (3431) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1454600 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 92 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 2008-12-01 |
|---|---|
| 2nd row | 2008-12-02 |
| 3rd row | 2008-12-03 |
| 4th row | 2008-12-04 |
| 5th row | 2008-12-05 |
Common Values
| Value | Count | Frequency (%) |
| 2013-11-12 | 49 | < 0.1% |
| 2014-09-01 | 49 | < 0.1% |
| 2014-08-23 | 49 | < 0.1% |
| 2014-08-24 | 49 | < 0.1% |
| 2014-08-25 | 49 | < 0.1% |
| 2014-08-26 | 49 | < 0.1% |
| 2014-08-27 | 49 | < 0.1% |
| 2014-08-28 | 49 | < 0.1% |
| 2014-08-29 | 49 | < 0.1% |
| 2014-08-30 | 49 | < 0.1% |
| Other values (3426) | 144970 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2013-11-12 | 49 | < 0.1% |
| 2016-12-13 | 49 | < 0.1% |
| 2017-01-03 | 49 | < 0.1% |
| 2017-01-02 | 49 | < 0.1% |
| 2017-01-01 | 49 | < 0.1% |
| 2016-12-31 | 49 | < 0.1% |
| 2016-12-30 | 49 | < 0.1% |
| 2016-12-29 | 49 | < 0.1% |
| 2016-12-28 | 49 | < 0.1% |
| 2016-12-27 | 49 | < 0.1% |
| Other values (3426) | 144970 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 361057 | |
| - | 290920 | |
| 1 | 266467 | |
| 2 | 244481 | |
| 3 | 51292 | 3.5% |
| 5 | 45594 | 3.1% |
| 6 | 44926 | 3.1% |
| 4 | 43792 | 3.0% |
| 9 | 42450 | 2.9% |
| 7 | 35016 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1163680 | |
| Dash Punctuation | 290920 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 361057 | |
| 1 | 266467 | |
| 2 | 244481 | |
| 3 | 51292 | 4.4% |
| 5 | 45594 | 3.9% |
| 6 | 44926 | 3.9% |
| 4 | 43792 | 3.8% |
| 9 | 42450 | 3.6% |
| 7 | 35016 | 3.0% |
| 8 | 28605 | 2.5% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 290920 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1454600 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 361057 | |
| - | 290920 | |
| 1 | 266467 | |
| 2 | 244481 | |
| 3 | 51292 | 3.5% |
| 5 | 45594 | 3.1% |
| 6 | 44926 | 3.1% |
| 4 | 43792 | 3.0% |
| 9 | 42450 | 2.9% |
| 7 | 35016 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1454600 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 361057 | |
| - | 290920 | |
| 1 | 266467 | |
| 2 | 244481 | |
| 3 | 51292 | 3.5% |
| 5 | 45594 | 3.1% |
| 6 | 44926 | 3.1% |
| 4 | 43792 | 3.0% |
| 9 | 42450 | 2.9% |
| 7 | 35016 | 2.4% |
Location
Categorical
| Distinct | 49 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Canberra | 3436 |
|---|---|
| Sydney | 3344 |
| Darwin | 3193 |
| Melbourne | 3193 |
| Brisbane | 3193 |
| Other values (44) |
Length
| Max length | 16 |
|---|---|
| Median length | 11 |
| Mean length | 8.7116252 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1267193 |
|---|---|
| Distinct characters | 40 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Albury |
|---|---|
| 2nd row | Albury |
| 3rd row | Albury |
| 4th row | Albury |
| 5th row | Albury |
Common Values
| Value | Count | Frequency (%) |
| Canberra | 3436 | 2.4% |
| Sydney | 3344 | 2.3% |
| Darwin | 3193 | 2.2% |
| Melbourne | 3193 | 2.2% |
| Brisbane | 3193 | 2.2% |
| Adelaide | 3193 | 2.2% |
| Perth | 3193 | 2.2% |
| Hobart | 3193 | 2.2% |
| Albany | 3040 | 2.1% |
| MountGambier | 3040 | 2.1% |
| Other values (39) | 113442 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| canberra | 3436 | 2.4% |
| sydney | 3344 | 2.3% |
| darwin | 3193 | 2.2% |
| melbourne | 3193 | 2.2% |
| brisbane | 3193 | 2.2% |
| adelaide | 3193 | 2.2% |
| perth | 3193 | 2.2% |
| hobart | 3193 | 2.2% |
| launceston | 3040 | 2.1% |
| wollongong | 3040 | 2.1% |
| Other values (39) | 113442 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 117797 | 9.3% |
| r | 116473 | 9.2% |
| o | 109016 | 8.6% |
| e | 104586 | 8.3% |
| n | 90638 | 7.2% |
| l | 79075 | 6.2% |
| i | 76233 | 6.0% |
| t | 59332 | 4.7% |
| d | 36868 | 2.9% |
| u | 36585 | 2.9% |
| Other values (30) | 440590 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1070469 | |
| Uppercase Letter | 196724 | 15.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 117797 | |
| r | 116473 | |
| o | 109016 | |
| e | 104586 | |
| n | 90638 | 8.5% |
| l | 79075 | 7.4% |
| i | 76233 | 7.1% |
| t | 59332 | 5.5% |
| d | 36868 | 3.4% |
| u | 36585 | 3.4% |
| Other values (12) | 243866 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 27358 | |
| W | 24100 | |
| C | 18543 | |
| M | 18300 | |
| S | 15403 | |
| P | 15259 | |
| N | 13639 | |
| B | 12282 | |
| G | 12121 | 6.2% |
| H | 9206 | 4.7% |
| Other values (8) | 30513 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1267193 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 117797 | 9.3% |
| r | 116473 | 9.2% |
| o | 109016 | 8.6% |
| e | 104586 | 8.3% |
| n | 90638 | 7.2% |
| l | 79075 | 6.2% |
| i | 76233 | 6.0% |
| t | 59332 | 4.7% |
| d | 36868 | 2.9% |
| u | 36585 | 2.9% |
| Other values (30) | 440590 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1267193 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 117797 | 9.3% |
| r | 116473 | 9.2% |
| o | 109016 | 8.6% |
| e | 104586 | 8.3% |
| n | 90638 | 7.2% |
| l | 79075 | 6.2% |
| i | 76233 | 6.0% |
| t | 59332 | 4.7% |
| d | 36868 | 2.9% |
| u | 36585 | 2.9% |
| Other values (30) | 440590 |
MinTemp
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 389 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1485 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.194034 |
| Minimum | -8.5 |
|---|---|
| Maximum | 33.9 |
| Zeros | 159 |
| Zeros (%) | 0.1% |
| Negative | 3464 |
| Negative (%) | 2.4% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -8.5 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 7.6 |
| median | 12 |
| Q3 | 16.9 |
| 95-th percentile | 23 |
| Maximum | 33.9 |
| Range | 42.4 |
| Interquartile range (IQR) | 9.3 |
Descriptive statistics
| Standard deviation | 6.398495 |
|---|---|
| Coefficient of variation (CV) | 0.52472338 |
| Kurtosis | -0.48397212 |
| Mean | 12.194034 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | 0.021188284 |
| Sum | 1755636.1 |
| Variance | 40.940738 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11 | 899 | 0.6% |
| 10.2 | 898 | 0.6% |
| 9.6 | 896 | 0.6% |
| 10.5 | 884 | 0.6% |
| 10.8 | 872 | 0.6% |
| 9 | 872 | 0.6% |
| 10 | 871 | 0.6% |
| 12 | 866 | 0.6% |
| 8.9 | 861 | 0.6% |
| 10.4 | 860 | 0.6% |
| Other values (379) | 135196 | |
| (Missing) | 1485 | 1.0% |
| Value | Count | Frequency (%) |
| -8.5 | 1 | < 0.1% |
| -8.2 | 2 | < 0.1% |
| -8 | 2 | < 0.1% |
| -7.8 | 1 | < 0.1% |
| -7.6 | 2 | < 0.1% |
| -7.5 | 2 | < 0.1% |
| -7.3 | 1 | < 0.1% |
| -7.2 | 1 | < 0.1% |
| -7.1 | 1 | < 0.1% |
| -7 | 7 |
| Value | Count | Frequency (%) |
| 33.9 | 1 | < 0.1% |
| 31.9 | 1 | < 0.1% |
| 31.8 | 1 | < 0.1% |
| 31.4 | 3 | |
| 31.2 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30.7 | 2 | |
| 30.5 | 1 | < 0.1% |
| 30.3 | 1 | < 0.1% |
| 30.2 | 1 | < 0.1% |
MaxTemp
Real number (ℝ)
| Distinct | 505 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1261 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.221348 |
| Minimum | -4.8 |
|---|---|
| Maximum | 48.1 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 113 |
| Negative (%) | 0.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -4.8 |
|---|---|
| 5-th percentile | 12.8 |
| Q1 | 17.9 |
| median | 22.6 |
| Q3 | 28.2 |
| 95-th percentile | 35.5 |
| Maximum | 48.1 |
| Range | 52.9 |
| Interquartile range (IQR) | 10.3 |
Descriptive statistics
| Standard deviation | 7.1190488 |
|---|---|
| Coefficient of variation (CV) | 0.30657345 |
| Kurtosis | -0.22462978 |
| Mean | 23.221348 |
| Median Absolute Deviation (MAD) | 5.1 |
| Skewness | 0.22083935 |
| Sum | 3348495.2 |
| Variance | 50.680856 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 885 | 0.6% |
| 19 | 843 | 0.6% |
| 19.8 | 840 | 0.6% |
| 20.4 | 834 | 0.6% |
| 19.9 | 823 | 0.6% |
| 20.8 | 817 | 0.6% |
| 19.5 | 812 | 0.6% |
| 18.5 | 811 | 0.6% |
| 21 | 810 | 0.6% |
| 18.2 | 804 | 0.6% |
| Other values (495) | 135920 | |
| (Missing) | 1261 | 0.9% |
| Value | Count | Frequency (%) |
| -4.8 | 1 | |
| -4.1 | 1 | |
| -3.8 | 1 | |
| -3.7 | 1 | |
| -3.2 | 1 | |
| -3.1 | 2 | |
| -3 | 1 | |
| -2.9 | 1 | |
| -2.7 | 1 | |
| -2.5 | 2 |
| Value | Count | Frequency (%) |
| 48.1 | 1 | < 0.1% |
| 47.3 | 2 | |
| 47 | 1 | < 0.1% |
| 46.9 | 1 | < 0.1% |
| 46.8 | 3 | |
| 46.7 | 2 | |
| 46.6 | 1 | < 0.1% |
| 46.5 | 1 | < 0.1% |
| 46.4 | 4 | |
| 46.3 | 2 |
Rainfall
Real number (ℝ)
MISSING ZEROS
| Distinct | 681 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 3261 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3609181 |
| Minimum | 0 |
|---|---|
| Maximum | 371 |
| Zeros | 91080 |
| Zeros (%) | 62.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.8 |
| 95-th percentile | 13 |
| Maximum | 371 |
| Range | 371 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 8.4780597 |
|---|---|
| Coefficient of variation (CV) | 3.5910011 |
| Kurtosis | 178.15208 |
| Mean | 2.3609181 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.8362253 |
| Sum | 335720.2 |
| Variance | 71.877497 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 91080 | |
| 0.2 | 8761 | 6.0% |
| 0.4 | 3782 | 2.6% |
| 0.6 | 2592 | 1.8% |
| 0.8 | 2056 | 1.4% |
| 1 | 1759 | 1.2% |
| 1.2 | 1535 | 1.1% |
| 1.4 | 1377 | 0.9% |
| 1.6 | 1200 | 0.8% |
| 1.8 | 1104 | 0.8% |
| Other values (671) | 26953 | 18.5% |
| (Missing) | 3261 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 91080 | |
| 0.1 | 157 | 0.1% |
| 0.2 | 8761 | 6.0% |
| 0.3 | 65 | < 0.1% |
| 0.4 | 3782 | 2.6% |
| 0.5 | 39 | < 0.1% |
| 0.6 | 2592 | 1.8% |
| 0.7 | 13 | < 0.1% |
| 0.8 | 2056 | 1.4% |
| 0.9 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 371 | 1 | |
| 367.6 | 1 | |
| 278.4 | 1 | |
| 268.6 | 1 | |
| 247.2 | 1 | |
| 240 | 1 | |
| 236.8 | 1 | |
| 225 | 1 | |
| 219.6 | 1 | |
| 216.3 | 1 |
Evaporation
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 358 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 62790 |
| Missing (%) | 43.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4682315 |
| Minimum | 0 |
|---|---|
| Maximum | 145 |
| Zeros | 244 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.6 |
| median | 4.8 |
| Q3 | 7.4 |
| 95-th percentile | 12 |
| Maximum | 145 |
| Range | 145 |
| Interquartile range (IQR) | 4.8 |
Descriptive statistics
| Standard deviation | 4.1937041 |
|---|---|
| Coefficient of variation (CV) | 0.76692146 |
| Kurtosis | 45.043266 |
| Mean | 5.4682315 |
| Median Absolute Deviation (MAD) | 2.4 |
| Skewness | 3.761286 |
| Sum | 452058.7 |
| Variance | 17.587154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 3339 | 2.3% |
| 8 | 2609 | 1.8% |
| 2.2 | 2095 | 1.4% |
| 2 | 2032 | 1.4% |
| 2.6 | 2003 | 1.4% |
| 2.4 | 2003 | 1.4% |
| 1.8 | 1979 | 1.4% |
| 3 | 1973 | 1.4% |
| 3.4 | 1967 | 1.4% |
| 3.2 | 1956 | 1.3% |
| Other values (348) | 60714 | |
| (Missing) | 62790 |
| Value | Count | Frequency (%) |
| 0 | 244 | 0.2% |
| 0.1 | 8 | < 0.1% |
| 0.2 | 503 | 0.3% |
| 0.3 | 10 | < 0.1% |
| 0.4 | 769 | |
| 0.5 | 14 | < 0.1% |
| 0.6 | 1097 | |
| 0.7 | 24 | < 0.1% |
| 0.8 | 1384 | |
| 0.9 | 28 | < 0.1% |
| Value | Count | Frequency (%) |
| 145 | 1 | |
| 86.2 | 1 | |
| 82.4 | 1 | |
| 81.2 | 1 | |
| 77.3 | 1 | |
| 74.8 | 1 | |
| 72.2 | 1 | |
| 70.4 | 1 | |
| 70 | 1 | |
| 68.8 | 2 |
Sunshine
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 145 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 69835 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6111775 |
| Minimum | 0 |
|---|---|
| Maximum | 14.5 |
| Zeros | 2359 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 4.8 |
| median | 8.4 |
| Q3 | 10.6 |
| 95-th percentile | 12.8 |
| Maximum | 14.5 |
| Range | 14.5 |
| Interquartile range (IQR) | 5.8 |
Descriptive statistics
| Standard deviation | 3.785483 |
|---|---|
| Coefficient of variation (CV) | 0.49735839 |
| Kurtosis | -0.82945934 |
| Mean | 7.6111775 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | -0.49648004 |
| Sum | 575595.3 |
| Variance | 14.329881 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2359 | 1.6% |
| 10.7 | 1101 | 0.8% |
| 11 | 1094 | 0.8% |
| 10.8 | 1069 | 0.7% |
| 10.5 | 1027 | 0.7% |
| 10.9 | 1021 | 0.7% |
| 10.3 | 1010 | 0.7% |
| 10.2 | 993 | 0.7% |
| 10 | 984 | 0.7% |
| 11.1 | 978 | 0.7% |
| Other values (135) | 63989 | |
| (Missing) | 69835 |
| Value | Count | Frequency (%) |
| 0 | 2359 | |
| 0.1 | 542 | 0.4% |
| 0.2 | 521 | 0.4% |
| 0.3 | 433 | 0.3% |
| 0.4 | 326 | 0.2% |
| 0.5 | 322 | 0.2% |
| 0.6 | 298 | 0.2% |
| 0.7 | 344 | 0.2% |
| 0.8 | 320 | 0.2% |
| 0.9 | 323 | 0.2% |
| Value | Count | Frequency (%) |
| 14.5 | 1 | < 0.1% |
| 14.3 | 4 | < 0.1% |
| 14.2 | 2 | < 0.1% |
| 14.1 | 6 | < 0.1% |
| 14 | 15 | < 0.1% |
| 13.9 | 22 | < 0.1% |
| 13.8 | 60 | < 0.1% |
| 13.7 | 118 | |
| 13.6 | 181 | |
| 13.5 | 183 |
WindGustDir
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10326 |
| Missing (%) | 7.1% |
| Memory size | 1.1 MiB |
| W | |
|---|---|
| SE | |
| N | |
| SSE | |
| E | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.1949176 |
| Min length | 1 |
Characters and Unicode
| Total characters | 296608 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | W |
|---|---|
| 2nd row | WNW |
| 3rd row | WSW |
| 4th row | NE |
| 5th row | W |
Common Values
| Value | Count | Frequency (%) |
| W | 9915 | 6.8% |
| SE | 9418 | 6.5% |
| N | 9313 | 6.4% |
| SSE | 9216 | 6.3% |
| E | 9181 | 6.3% |
| S | 9168 | 6.3% |
| WSW | 9069 | 6.2% |
| SW | 8967 | 6.2% |
| SSW | 8736 | 6.0% |
| WNW | 8252 | 5.7% |
| Other values (6) | 43899 | |
| (Missing) | 10326 | 7.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| w | 9915 | 7.3% |
| se | 9418 | 7.0% |
| n | 9313 | 6.9% |
| sse | 9216 | 6.8% |
| e | 9181 | 6.8% |
| s | 9168 | 6.8% |
| wsw | 9069 | 6.7% |
| sw | 8967 | 6.6% |
| ssw | 8736 | 6.5% |
| wnw | 8252 | 6.1% |
| Other values (6) | 43899 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 79898 | |
| W | 77002 | |
| E | 72448 | |
| N | 67260 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 296608 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 79898 | |
| W | 77002 | |
| E | 72448 | |
| N | 67260 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 296608 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 79898 | |
| W | 77002 | |
| E | 72448 | |
| N | 67260 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 296608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 79898 | |
| W | 77002 | |
| E | 72448 | |
| N | 67260 |
WindGustSpeed
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 67 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10263 |
| Missing (%) | 7.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.03523 |
| Minimum | 6 |
|---|---|
| Maximum | 135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 39 |
| Q3 | 48 |
| 95-th percentile | 65 |
| Maximum | 135 |
| Range | 129 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 13.607062 |
|---|---|
| Coefficient of variation (CV) | 0.33987721 |
| Kurtosis | 1.4186423 |
| Mean | 40.03523 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.87487888 |
| Sum | 5412643 |
| Variance | 185.15214 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35 | 9215 | 6.3% |
| 39 | 8794 | 6.0% |
| 31 | 8428 | 5.8% |
| 37 | 8047 | 5.5% |
| 33 | 7933 | 5.5% |
| 41 | 7369 | 5.1% |
| 30 | 7038 | 4.8% |
| 43 | 6609 | 4.5% |
| 28 | 6478 | 4.5% |
| 44 | 5432 | 3.7% |
| Other values (57) | 59854 | |
| (Missing) | 10263 | 7.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 7 | 19 | < 0.1% |
| 9 | 91 | 0.1% |
| 11 | 192 | 0.1% |
| 13 | 532 | 0.4% |
| 15 | 835 | 0.6% |
| 17 | 1387 | |
| 19 | 1751 | |
| 20 | 2627 | |
| 22 | 2810 |
| Value | Count | Frequency (%) |
| 135 | 3 | < 0.1% |
| 130 | 1 | < 0.1% |
| 126 | 2 | < 0.1% |
| 124 | 2 | < 0.1% |
| 122 | 3 | < 0.1% |
| 120 | 4 | |
| 117 | 4 | |
| 115 | 5 | |
| 113 | 8 | |
| 111 | 3 | < 0.1% |
WindDir9am
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10566 |
| Missing (%) | 7.3% |
| Memory size | 1.1 MiB |
| N | |
|---|---|
| SE | |
| E | |
| SSE | |
| NW | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.1828102 |
| Min length | 1 |
Characters and Unicode
| Total characters | 294448 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | W |
|---|---|
| 2nd row | NNW |
| 3rd row | W |
| 4th row | SE |
| 5th row | ENE |
Common Values
| Value | Count | Frequency (%) |
| N | 11758 | 8.1% |
| SE | 9287 | 6.4% |
| E | 9176 | 6.3% |
| SSE | 9112 | 6.3% |
| NW | 8749 | 6.0% |
| S | 8659 | 6.0% |
| W | 8459 | 5.8% |
| SW | 8423 | 5.8% |
| NNE | 8129 | 5.6% |
| NNW | 7980 | 5.5% |
| Other values (6) | 45162 | |
| (Missing) | 10566 | 7.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| n | 11758 | 8.7% |
| se | 9287 | 6.9% |
| e | 9176 | 6.8% |
| sse | 9112 | 6.8% |
| nw | 8749 | 6.5% |
| s | 8659 | 6.4% |
| w | 8459 | 6.3% |
| sw | 8423 | 6.2% |
| nne | 8129 | 6.0% |
| nnw | 7980 | 5.9% |
| Other values (6) | 45162 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 75646 | |
| S | 74421 | |
| E | 74307 | |
| W | 70074 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 294448 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 75646 | |
| S | 74421 | |
| E | 74307 | |
| W | 70074 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 294448 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 75646 | |
| S | 74421 | |
| E | 74307 | |
| W | 70074 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 294448 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 75646 | |
| S | 74421 | |
| E | 74307 | |
| W | 70074 |
WindDir3pm
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4228 |
| Missing (%) | 2.9% |
| Memory size | 1.1 MiB |
| SE | |
|---|---|
| W | |
| S | |
| WSW | |
| SSE | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.2079628 |
| Min length | 1 |
Characters and Unicode
| Total characters | 311835 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | WNW |
|---|---|
| 2nd row | WSW |
| 3rd row | WSW |
| 4th row | E |
| 5th row | NW |
Common Values
| Value | Count | Frequency (%) |
| SE | 10838 | 7.5% |
| W | 10110 | 7.0% |
| S | 9926 | 6.8% |
| WSW | 9518 | 6.5% |
| SSE | 9399 | 6.5% |
| SW | 9354 | 6.4% |
| N | 8890 | 6.1% |
| WNW | 8874 | 6.1% |
| NW | 8610 | 5.9% |
| ESE | 8505 | 5.8% |
| Other values (6) | 47208 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| se | 10838 | 7.7% |
| w | 10110 | 7.2% |
| s | 9926 | 7.0% |
| wsw | 9518 | 6.7% |
| sse | 9399 | 6.7% |
| sw | 9354 | 6.6% |
| n | 8890 | 6.3% |
| wnw | 8874 | 6.3% |
| nw | 8610 | 6.1% |
| ese | 8505 | 6.0% |
| Other values (6) | 47208 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 83251 | |
| W | 80884 | |
| E | 76286 | |
| N | 71414 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 311835 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 83251 | |
| W | 80884 | |
| E | 76286 | |
| N | 71414 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 311835 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 83251 | |
| W | 80884 | |
| E | 76286 | |
| N | 71414 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 311835 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 83251 | |
| W | 80884 | |
| E | 76286 | |
| N | 71414 |
WindSpeed9am
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 43 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1767 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.043426 |
| Minimum | 0 |
|---|---|
| Maximum | 130 |
| Zeros | 8745 |
| Zeros (%) | 6.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7 |
| median | 13 |
| Q3 | 19 |
| 95-th percentile | 30 |
| Maximum | 130 |
| Range | 130 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.9153753 |
|---|---|
| Coefficient of variation (CV) | 0.63484333 |
| Kurtosis | 1.2269909 |
| Mean | 14.043426 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.77762951 |
| Sum | 2017942 |
| Variance | 79.483917 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 9 | 13649 | 9.4% |
| 13 | 13132 | 9.0% |
| 11 | 11728 | 8.1% |
| 17 | 10788 | 7.4% |
| 7 | 10783 | 7.4% |
| 15 | 10625 | 7.3% |
| 6 | 9118 | 6.3% |
| 19 | 8763 | 6.0% |
| 0 | 8745 | 6.0% |
| 20 | 8063 | 5.5% |
| Other values (33) | 38299 |
| Value | Count | Frequency (%) |
| 0 | 8745 | |
| 2 | 4609 | 3.2% |
| 4 | 6360 | |
| 6 | 9118 | |
| 7 | 10783 | |
| 9 | 13649 | |
| 11 | 11728 | |
| 13 | 13132 | |
| 15 | 10625 | |
| 17 | 10788 |
| Value | Count | Frequency (%) |
| 130 | 1 | < 0.1% |
| 87 | 2 | < 0.1% |
| 83 | 1 | < 0.1% |
| 74 | 4 | < 0.1% |
| 72 | 1 | < 0.1% |
| 69 | 2 | < 0.1% |
| 67 | 4 | < 0.1% |
| 65 | 8 | |
| 63 | 9 | |
| 61 | 11 |
WindSpeed3pm
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 44 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3062 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.662657 |
| Minimum | 0 |
|---|---|
| Maximum | 87 |
| Zeros | 1112 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 13 |
| median | 19 |
| Q3 | 24 |
| 95-th percentile | 35 |
| Maximum | 87 |
| Range | 87 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.8098 |
|---|---|
| Coefficient of variation (CV) | 0.47205498 |
| Kurtosis | 0.76385824 |
| Mean | 18.662657 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.62821542 |
| Sum | 2657525 |
| Variance | 77.612576 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 13 | 12580 | 8.6% |
| 17 | 12539 | 8.6% |
| 20 | 11713 | 8.1% |
| 15 | 11483 | 7.9% |
| 19 | 11263 | 7.7% |
| 11 | 10015 | 6.9% |
| 9 | 9753 | 6.7% |
| 24 | 9052 | 6.2% |
| 22 | 8598 | 5.9% |
| 28 | 6553 | 4.5% |
| Other values (34) | 38849 |
| Value | Count | Frequency (%) |
| 0 | 1112 | 0.8% |
| 2 | 1034 | 0.7% |
| 4 | 2249 | 1.5% |
| 6 | 3805 | 2.6% |
| 7 | 5903 | |
| 9 | 9753 | |
| 11 | 10015 | |
| 13 | 12580 | |
| 15 | 11483 | |
| 17 | 12539 |
| Value | Count | Frequency (%) |
| 87 | 1 | < 0.1% |
| 83 | 2 | < 0.1% |
| 78 | 1 | < 0.1% |
| 76 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 2 | < 0.1% |
| 69 | 3 | < 0.1% |
| 67 | 1 | < 0.1% |
| 65 | 18 | |
| 63 | 13 |
Humidity9am
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2654 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.880831 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 57 |
| median | 70 |
| Q3 | 83 |
| 95-th percentile | 98 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.029164 |
|---|---|
| Coefficient of variation (CV) | 0.27626212 |
| Kurtosis | -0.037555042 |
| Mean | 68.880831 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.48396899 |
| Sum | 9836596 |
| Variance | 362.1091 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99 | 3391 | 2.3% |
| 70 | 3026 | 2.1% |
| 69 | 3023 | 2.1% |
| 65 | 3014 | 2.1% |
| 68 | 3011 | 2.1% |
| 71 | 2976 | 2.0% |
| 66 | 2973 | 2.0% |
| 67 | 2950 | 2.0% |
| 74 | 2917 | 2.0% |
| 72 | 2914 | 2.0% |
| Other values (91) | 112611 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 5 | < 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 20 | < 0.1% |
| 5 | 27 | < 0.1% |
| 6 | 37 | |
| 7 | 43 | |
| 8 | 56 | |
| 9 | 71 |
| Value | Count | Frequency (%) |
| 100 | 2863 | |
| 99 | 3391 | |
| 98 | 2099 | |
| 97 | 1789 | |
| 96 | 1609 | |
| 95 | 1636 | |
| 94 | 1764 | |
| 93 | 1862 | |
| 92 | 1755 | |
| 91 | 1869 |
Humidity3pm
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4507 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.539116 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 37 |
| median | 52 |
| Q3 | 66 |
| 95-th percentile | 88 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.795902 |
|---|---|
| Coefficient of variation (CV) | 0.40349745 |
| Kurtosis | -0.51136325 |
| Mean | 51.539116 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.033614368 |
| Sum | 7264593 |
| Variance | 432.46953 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 52 | 2751 | 1.9% |
| 55 | 2738 | 1.9% |
| 57 | 2728 | 1.9% |
| 53 | 2697 | 1.9% |
| 59 | 2690 | 1.8% |
| 58 | 2643 | 1.8% |
| 54 | 2642 | 1.8% |
| 50 | 2624 | 1.8% |
| 51 | 2621 | 1.8% |
| 60 | 2615 | 1.8% |
| Other values (91) | 114204 | |
| (Missing) | 4507 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 26 | < 0.1% |
| 2 | 35 | < 0.1% |
| 3 | 63 | < 0.1% |
| 4 | 113 | 0.1% |
| 5 | 157 | 0.1% |
| 6 | 242 | |
| 7 | 303 | |
| 8 | 422 | |
| 9 | 481 |
| Value | Count | Frequency (%) |
| 100 | 400 | |
| 99 | 434 | |
| 98 | 603 | |
| 97 | 403 | |
| 96 | 462 | |
| 95 | 465 | |
| 94 | 559 | |
| 93 | 607 | |
| 92 | 648 | |
| 91 | 617 |
Pressure9am
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 546 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 15065 |
| Missing (%) | 10.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1017.6499 |
| Minimum | 980.5 |
|---|---|
| Maximum | 1041 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 980.5 |
|---|---|
| 5-th percentile | 1006.2 |
| Q1 | 1012.9 |
| median | 1017.6 |
| Q3 | 1022.4 |
| 95-th percentile | 1029.5 |
| Maximum | 1041 |
| Range | 60.5 |
| Interquartile range (IQR) | 9.5 |
Descriptive statistics
| Standard deviation | 7.1065303 |
|---|---|
| Coefficient of variation (CV) | 0.0069832759 |
| Kurtosis | 0.23156262 |
| Mean | 1017.6499 |
| Median Absolute Deviation (MAD) | 4.7 |
| Skewness | -0.095523637 |
| Sum | 1.3269646 × 108 |
| Variance | 50.502773 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1016.4 | 816 | 0.6% |
| 1017.9 | 789 | 0.5% |
| 1016.3 | 775 | 0.5% |
| 1018.7 | 775 | 0.5% |
| 1018 | 769 | 0.5% |
| 1017.3 | 769 | 0.5% |
| 1015.9 | 768 | 0.5% |
| 1017.8 | 766 | 0.5% |
| 1017.2 | 759 | 0.5% |
| 1017.7 | 759 | 0.5% |
| Other values (536) | 122650 | |
| (Missing) | 15065 | 10.4% |
| Value | Count | Frequency (%) |
| 980.5 | 1 | |
| 982 | 1 | |
| 982.2 | 1 | |
| 982.3 | 1 | |
| 982.9 | 2 | |
| 983.7 | 1 | |
| 983.9 | 1 | |
| 984.4 | 1 | |
| 984.6 | 2 | |
| 985 | 1 |
| Value | Count | Frequency (%) |
| 1041 | 1 | < 0.1% |
| 1040.9 | 1 | < 0.1% |
| 1040.6 | 2 | |
| 1040.5 | 1 | < 0.1% |
| 1040.4 | 3 | |
| 1040.3 | 3 | |
| 1040.2 | 2 | |
| 1040.1 | 3 | |
| 1040 | 1 | < 0.1% |
| 1039.9 | 3 |
Pressure3pm
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 549 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 15028 |
| Missing (%) | 10.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1015.2559 |
| Minimum | 977.1 |
|---|---|
| Maximum | 1039.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 977.1 |
|---|---|
| 5-th percentile | 1004 |
| Q1 | 1010.4 |
| median | 1015.2 |
| Q3 | 1020 |
| 95-th percentile | 1026.9 |
| Maximum | 1039.6 |
| Range | 62.5 |
| Interquartile range (IQR) | 9.6 |
Descriptive statistics
| Standard deviation | 7.0374138 |
|---|---|
| Coefficient of variation (CV) | 0.0069316651 |
| Kurtosis | 0.12917156 |
| Mean | 1015.2559 |
| Median Absolute Deviation (MAD) | 4.8 |
| Skewness | -0.045621405 |
| Sum | 1.3242186 × 108 |
| Variance | 49.525193 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1015.3 | 786 | 0.5% |
| 1015.5 | 783 | 0.5% |
| 1015.6 | 776 | 0.5% |
| 1015.7 | 773 | 0.5% |
| 1013.5 | 767 | 0.5% |
| 1015.1 | 766 | 0.5% |
| 1015.8 | 765 | 0.5% |
| 1015.4 | 756 | 0.5% |
| 1016 | 747 | 0.5% |
| 1014.8 | 745 | 0.5% |
| Other values (539) | 122768 | |
| (Missing) | 15028 | 10.3% |
| Value | Count | Frequency (%) |
| 977.1 | 1 | |
| 978.2 | 1 | |
| 979 | 1 | |
| 980.2 | 2 | |
| 981.2 | 1 | |
| 981.4 | 1 | |
| 981.9 | 1 | |
| 982.2 | 1 | |
| 982.6 | 1 | |
| 982.9 | 1 |
| Value | Count | Frequency (%) |
| 1039.6 | 1 | < 0.1% |
| 1038.9 | 1 | < 0.1% |
| 1038.5 | 1 | < 0.1% |
| 1038.4 | 1 | < 0.1% |
| 1038.2 | 1 | < 0.1% |
| 1038 | 1 | < 0.1% |
| 1037.9 | 2 | |
| 1037.8 | 2 | |
| 1037.7 | 3 | |
| 1037.6 | 1 | < 0.1% |
Cloud9am
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 55888 |
| Missing (%) | 38.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4474613 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 8642 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 2.8871589 |
|---|---|
| Coefficient of variation (CV) | 0.6491701 |
| Kurtosis | -1.5388305 |
| Mean | 4.4474613 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.22908183 |
| Sum | 398368 |
| Variance | 8.3356862 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 7 | 19972 | 13.7% |
| 1 | 15687 | 10.8% |
| 8 | 14697 | 10.1% |
| 0 | 8642 | 5.9% |
| 6 | 8171 | 5.6% |
| 2 | 6500 | 4.5% |
| 3 | 5914 | 4.1% |
| 5 | 5567 | 3.8% |
| 4 | 4420 | 3.0% |
| 9 | 2 | < 0.1% |
| (Missing) | 55888 |
| Value | Count | Frequency (%) |
| 0 | 8642 | |
| 1 | 15687 | |
| 2 | 6500 | 4.5% |
| 3 | 5914 | 4.1% |
| 4 | 4420 | 3.0% |
| 5 | 5567 | 3.8% |
| 6 | 8171 | |
| 7 | 19972 | |
| 8 | 14697 | |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 14697 | |
| 7 | 19972 | |
| 6 | 8171 | |
| 5 | 5567 | 3.8% |
| 4 | 4420 | 3.0% |
| 3 | 5914 | 4.1% |
| 2 | 6500 | 4.5% |
| 1 | 15687 | |
| 0 | 8642 |
Cloud3pm
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 59358 |
| Missing (%) | 40.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5099301 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 4974 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.7203573 |
|---|---|
| Coefficient of variation (CV) | 0.60319279 |
| Kurtosis | -1.4565245 |
| Mean | 4.5099301 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.22638435 |
| Sum | 388314 |
| Variance | 7.4003439 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 7 | 18229 | 12.5% |
| 1 | 14976 | 10.3% |
| 8 | 12660 | 8.7% |
| 6 | 8978 | 6.2% |
| 2 | 7226 | 5.0% |
| 3 | 6921 | 4.8% |
| 5 | 6815 | 4.7% |
| 4 | 5322 | 3.7% |
| 0 | 4974 | 3.4% |
| 9 | 1 | < 0.1% |
| (Missing) | 59358 |
| Value | Count | Frequency (%) |
| 0 | 4974 | 3.4% |
| 1 | 14976 | |
| 2 | 7226 | 5.0% |
| 3 | 6921 | 4.8% |
| 4 | 5322 | 3.7% |
| 5 | 6815 | 4.7% |
| 6 | 8978 | |
| 7 | 18229 | |
| 8 | 12660 | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 12660 | |
| 7 | 18229 | |
| 6 | 8978 | |
| 5 | 6815 | 4.7% |
| 4 | 5322 | 3.7% |
| 3 | 6921 | 4.8% |
| 2 | 7226 | 5.0% |
| 1 | 14976 | |
| 0 | 4974 | 3.4% |
Temp9am
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 441 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1767 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.990631 |
| Minimum | -7.2 |
|---|---|
| Maximum | 40.2 |
| Zeros | 36 |
| Zeros (%) | < 0.1% |
| Negative | 443 |
| Negative (%) | 0.3% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -7.2 |
|---|---|
| 5-th percentile | 6.9 |
| Q1 | 12.3 |
| median | 16.7 |
| Q3 | 21.6 |
| 95-th percentile | 28.2 |
| Maximum | 40.2 |
| Range | 47.4 |
| Interquartile range (IQR) | 9.3 |
Descriptive statistics
| Standard deviation | 6.4887531 |
|---|---|
| Coefficient of variation (CV) | 0.38190182 |
| Kurtosis | -0.34052334 |
| Mean | 16.990631 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | 0.088539997 |
| Sum | 2441434.8 |
| Variance | 42.103917 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17 | 912 | 0.6% |
| 13.8 | 900 | 0.6% |
| 14.8 | 894 | 0.6% |
| 16 | 882 | 0.6% |
| 14 | 876 | 0.6% |
| 15 | 867 | 0.6% |
| 16.6 | 867 | 0.6% |
| 16.5 | 856 | 0.6% |
| 13 | 848 | 0.6% |
| 15.1 | 846 | 0.6% |
| Other values (431) | 134945 | |
| (Missing) | 1767 | 1.2% |
| Value | Count | Frequency (%) |
| -7.2 | 1 | < 0.1% |
| -7 | 1 | < 0.1% |
| -6.2 | 1 | < 0.1% |
| -5.9 | 1 | < 0.1% |
| -5.6 | 2 | < 0.1% |
| -5.5 | 2 | < 0.1% |
| -5.3 | 2 | < 0.1% |
| -5.2 | 5 | |
| -4.9 | 1 | < 0.1% |
| -4.8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 40.2 | 1 | |
| 39.4 | 1 | |
| 39.1 | 1 | |
| 39 | 1 | |
| 38.9 | 1 | |
| 38.6 | 1 | |
| 38.3 | 1 | |
| 38.2 | 1 | |
| 38 | 1 | |
| 37.9 | 1 |
Temp3pm
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 502 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 3609 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.68339 |
| Minimum | -5.4 |
|---|---|
| Maximum | 46.7 |
| Zeros | 17 |
| Zeros (%) | < 0.1% |
| Negative | 180 |
| Negative (%) | 0.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -5.4 |
|---|---|
| 5-th percentile | 11.6 |
| Q1 | 16.6 |
| median | 21.1 |
| Q3 | 26.4 |
| 95-th percentile | 33.7 |
| Maximum | 46.7 |
| Range | 52.1 |
| Interquartile range (IQR) | 9.8 |
Descriptive statistics
| Standard deviation | 6.9366505 |
|---|---|
| Coefficient of variation (CV) | 0.31990618 |
| Kurtosis | -0.13628147 |
| Mean | 21.68339 |
| Median Absolute Deviation (MAD) | 4.8 |
| Skewness | 0.23796036 |
| Sum | 3075810.6 |
| Variance | 48.11712 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 882 | 0.6% |
| 19 | 869 | 0.6% |
| 18.5 | 869 | 0.6% |
| 18.4 | 868 | 0.6% |
| 17.8 | 859 | 0.6% |
| 19.4 | 840 | 0.6% |
| 18 | 839 | 0.6% |
| 19.2 | 839 | 0.6% |
| 17 | 834 | 0.6% |
| 19.3 | 833 | 0.6% |
| Other values (492) | 133319 | |
| (Missing) | 3609 | 2.5% |
| Value | Count | Frequency (%) |
| -5.4 | 1 | < 0.1% |
| -5.1 | 1 | < 0.1% |
| -4.4 | 1 | < 0.1% |
| -4.2 | 1 | < 0.1% |
| -4.1 | 1 | < 0.1% |
| -4 | 1 | < 0.1% |
| -3.9 | 2 | |
| -3.8 | 1 | < 0.1% |
| -3.7 | 3 | |
| -3.5 | 3 |
| Value | Count | Frequency (%) |
| 46.7 | 1 | < 0.1% |
| 46.2 | 1 | < 0.1% |
| 46.1 | 3 | |
| 45.9 | 1 | < 0.1% |
| 45.8 | 2 | |
| 45.4 | 1 | < 0.1% |
| 45.3 | 2 | |
| 45.2 | 2 | |
| 45 | 1 | < 0.1% |
| 44.9 | 1 | < 0.1% |
RainToday
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3261 |
| Missing (%) | 2.2% |
| Memory size | 284.2 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 3261 |
| Value | Count | Frequency (%) |
| False | 110319 | |
| True | 31880 | 21.9% |
| (Missing) | 3261 | 2.2% |
RainTomorrow
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3267 |
| Missing (%) | 2.2% |
| Memory size | 284.2 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 3267 |
| Value | Count | Frequency (%) |
| False | 110316 | |
| True | 31877 | 21.9% |
| (Missing) | 3267 | 2.2% |
| MinTemp | MaxTemp | Rainfall | Evaporation | Sunshine | WindGustSpeed | WindSpeed9am | WindSpeed3pm | Humidity9am | Humidity3pm | Pressure9am | Pressure3pm | Cloud9am | Cloud3pm | Temp9am | Temp3pm | Location | WindGustDir | WindDir9am | WindDir3pm | RainToday | RainTomorrow | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MinTemp | 1.000 | 0.738 | 0.022 | 0.581 | 0.113 | 0.202 | 0.179 | 0.182 | -0.220 | 0.030 | -0.465 | -0.469 | 0.067 | 0.012 | 0.899 | 0.709 | 0.283 | 0.103 | 0.088 | 0.106 | 0.100 | 0.096 |
| MaxTemp | 0.738 | 1.000 | -0.298 | 0.697 | 0.499 | 0.092 | 0.023 | 0.065 | -0.466 | -0.460 | -0.354 | -0.445 | -0.293 | -0.288 | 0.892 | 0.984 | 0.307 | 0.106 | 0.121 | 0.104 | 0.233 | 0.162 |
| Rainfall | 0.022 | -0.298 | 1.000 | -0.309 | -0.401 | 0.126 | 0.083 | 0.068 | 0.444 | 0.444 | -0.155 | -0.063 | 0.374 | 0.322 | -0.155 | -0.305 | 0.036 | 0.009 | 0.013 | 0.009 | 0.189 | 0.120 |
| Evaporation | 0.581 | 0.697 | -0.309 | 1.000 | 0.448 | 0.258 | 0.209 | 0.181 | -0.560 | -0.408 | -0.345 | -0.372 | -0.209 | -0.218 | 0.672 | 0.677 | 0.117 | 0.019 | 0.025 | 0.016 | 0.046 | 0.041 |
| Sunshine | 0.113 | 0.499 | -0.401 | 0.448 | 1.000 | -0.007 | 0.026 | 0.057 | -0.530 | -0.620 | 0.015 | -0.051 | -0.688 | -0.719 | 0.331 | 0.521 | 0.126 | 0.080 | 0.088 | 0.069 | 0.335 | 0.452 |
| WindGustSpeed | 0.202 | 0.092 | 0.126 | 0.258 | -0.007 | 1.000 | 0.589 | 0.681 | -0.232 | -0.047 | -0.429 | -0.383 | 0.059 | 0.095 | 0.175 | 0.057 | 0.131 | 0.078 | 0.072 | 0.074 | 0.157 | 0.239 |
| WindSpeed9am | 0.179 | 0.023 | 0.083 | 0.209 | 0.026 | 0.589 | 1.000 | 0.486 | -0.287 | -0.036 | -0.213 | -0.163 | 0.017 | 0.047 | 0.136 | 0.012 | 0.165 | 0.057 | 0.049 | 0.053 | 0.094 | 0.085 |
| WindSpeed3pm | 0.182 | 0.065 | 0.068 | 0.181 | 0.057 | 0.681 | 0.486 | 1.000 | -0.158 | 0.025 | -0.281 | -0.239 | 0.047 | 0.017 | 0.172 | 0.044 | 0.161 | 0.049 | 0.058 | 0.049 | 0.080 | 0.102 |
| Humidity9am | -0.220 | -0.466 | 0.444 | -0.560 | -0.530 | -0.232 | -0.287 | -0.158 | 1.000 | 0.637 | 0.127 | 0.174 | 0.482 | 0.376 | -0.443 | -0.460 | 0.207 | 0.048 | 0.073 | 0.046 | 0.374 | 0.270 |
| Humidity3pm | 0.030 | -0.460 | 0.444 | -0.408 | -0.620 | -0.047 | -0.036 | 0.025 | 0.637 | 1.000 | -0.022 | 0.058 | 0.530 | 0.540 | -0.182 | -0.509 | 0.230 | 0.046 | 0.086 | 0.054 | 0.385 | 0.496 |
| Pressure9am | -0.465 | -0.354 | -0.155 | -0.345 | 0.015 | -0.429 | -0.213 | -0.281 | 0.127 | -0.022 | 1.000 | 0.960 | -0.122 | -0.144 | -0.438 | -0.310 | 0.107 | 0.080 | 0.073 | 0.087 | 0.203 | 0.251 |
| Pressure3pm | -0.469 | -0.445 | -0.063 | -0.372 | -0.051 | -0.383 | -0.163 | -0.239 | 0.174 | 0.058 | 0.960 | 1.000 | -0.051 | -0.080 | -0.481 | -0.408 | 0.118 | 0.080 | 0.078 | 0.092 | 0.132 | 0.236 |
| Cloud9am | 0.067 | -0.293 | 0.374 | -0.209 | -0.688 | 0.059 | 0.017 | 0.047 | 0.482 | 0.530 | -0.122 | -0.051 | 1.000 | 0.615 | -0.146 | -0.306 | 0.172 | 0.048 | 0.058 | 0.037 | 0.317 | 0.326 |
| Cloud3pm | 0.012 | -0.288 | 0.322 | -0.218 | -0.719 | 0.095 | 0.047 | 0.017 | 0.376 | 0.540 | -0.144 | -0.080 | 0.615 | 1.000 | -0.135 | -0.331 | 0.165 | 0.057 | 0.057 | 0.046 | 0.278 | 0.403 |
| Temp9am | 0.899 | 0.892 | -0.155 | 0.672 | 0.331 | 0.175 | 0.136 | 0.172 | -0.443 | -0.182 | -0.438 | -0.481 | -0.146 | -0.135 | 1.000 | 0.865 | 0.293 | 0.108 | 0.103 | 0.108 | 0.125 | 0.054 |
| Temp3pm | 0.709 | 0.984 | -0.305 | 0.677 | 0.521 | 0.057 | 0.012 | 0.044 | -0.460 | -0.509 | -0.310 | -0.408 | -0.306 | -0.331 | 0.865 | 1.000 | 0.306 | 0.108 | 0.123 | 0.107 | 0.241 | 0.200 |
| Location | 0.283 | 0.307 | 0.036 | 0.117 | 0.126 | 0.131 | 0.165 | 0.161 | 0.207 | 0.230 | 0.107 | 0.118 | 0.172 | 0.165 | 0.293 | 0.306 | 1.000 | 0.198 | 0.208 | 0.199 | 0.157 | 0.157 |
| WindGustDir | 0.103 | 0.106 | 0.009 | 0.019 | 0.080 | 0.078 | 0.057 | 0.049 | 0.048 | 0.046 | 0.080 | 0.080 | 0.048 | 0.057 | 0.108 | 0.108 | 0.198 | 1.000 | 0.243 | 0.347 | 0.146 | 0.106 |
| WindDir9am | 0.088 | 0.121 | 0.013 | 0.025 | 0.088 | 0.072 | 0.049 | 0.058 | 0.073 | 0.086 | 0.073 | 0.078 | 0.058 | 0.057 | 0.103 | 0.123 | 0.208 | 0.243 | 1.000 | 0.202 | 0.194 | 0.129 |
| WindDir3pm | 0.106 | 0.104 | 0.009 | 0.016 | 0.069 | 0.074 | 0.053 | 0.049 | 0.046 | 0.054 | 0.087 | 0.092 | 0.037 | 0.046 | 0.108 | 0.107 | 0.199 | 0.347 | 0.202 | 1.000 | 0.143 | 0.096 |
| RainToday | 0.100 | 0.233 | 0.189 | 0.046 | 0.335 | 0.157 | 0.094 | 0.080 | 0.374 | 0.385 | 0.203 | 0.132 | 0.317 | 0.278 | 0.125 | 0.241 | 0.157 | 0.146 | 0.194 | 0.143 | 1.000 | 0.313 |
| RainTomorrow | 0.096 | 0.162 | 0.120 | 0.041 | 0.452 | 0.239 | 0.085 | 0.102 | 0.270 | 0.496 | 0.251 | 0.236 | 0.326 | 0.403 | 0.054 | 0.200 | 0.157 | 0.106 | 0.129 | 0.096 | 0.313 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Date | Location | MinTemp | MaxTemp | Rainfall | Evaporation | Sunshine | WindGustDir | WindGustSpeed | WindDir9am | WindDir3pm | WindSpeed9am | WindSpeed3pm | Humidity9am | Humidity3pm | Pressure9am | Pressure3pm | Cloud9am | Cloud3pm | Temp9am | Temp3pm | RainToday | RainTomorrow | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2008-12-01 | Albury | 13.4 | 22.9 | 0.6 | NaN | NaN | W | 44.0 | W | WNW | 20.0 | 24.0 | 71.0 | 22.0 | 1007.7 | 1007.1 | 8.0 | NaN | 16.9 | 21.8 | No | No |
| 1 | 2008-12-02 | Albury | 7.4 | 25.1 | 0.0 | NaN | NaN | WNW | 44.0 | NNW | WSW | 4.0 | 22.0 | 44.0 | 25.0 | 1010.6 | 1007.8 | NaN | NaN | 17.2 | 24.3 | No | No |
| 2 | 2008-12-03 | Albury | 12.9 | 25.7 | 0.0 | NaN | NaN | WSW | 46.0 | W | WSW | 19.0 | 26.0 | 38.0 | 30.0 | 1007.6 | 1008.7 | NaN | 2.0 | 21.0 | 23.2 | No | No |
| 3 | 2008-12-04 | Albury | 9.2 | 28.0 | 0.0 | NaN | NaN | NE | 24.0 | SE | E | 11.0 | 9.0 | 45.0 | 16.0 | 1017.6 | 1012.8 | NaN | NaN | 18.1 | 26.5 | No | No |
| 4 | 2008-12-05 | Albury | 17.5 | 32.3 | 1.0 | NaN | NaN | W | 41.0 | ENE | NW | 7.0 | 20.0 | 82.0 | 33.0 | 1010.8 | 1006.0 | 7.0 | 8.0 | 17.8 | 29.7 | No | No |
| 5 | 2008-12-06 | Albury | 14.6 | 29.7 | 0.2 | NaN | NaN | WNW | 56.0 | W | W | 19.0 | 24.0 | 55.0 | 23.0 | 1009.2 | 1005.4 | NaN | NaN | 20.6 | 28.9 | No | No |
| 6 | 2008-12-07 | Albury | 14.3 | 25.0 | 0.0 | NaN | NaN | W | 50.0 | SW | W | 20.0 | 24.0 | 49.0 | 19.0 | 1009.6 | 1008.2 | 1.0 | NaN | 18.1 | 24.6 | No | No |
| 7 | 2008-12-08 | Albury | 7.7 | 26.7 | 0.0 | NaN | NaN | W | 35.0 | SSE | W | 6.0 | 17.0 | 48.0 | 19.0 | 1013.4 | 1010.1 | NaN | NaN | 16.3 | 25.5 | No | No |
| 8 | 2008-12-09 | Albury | 9.7 | 31.9 | 0.0 | NaN | NaN | NNW | 80.0 | SE | NW | 7.0 | 28.0 | 42.0 | 9.0 | 1008.9 | 1003.6 | NaN | NaN | 18.3 | 30.2 | No | Yes |
| 9 | 2008-12-10 | Albury | 13.1 | 30.1 | 1.4 | NaN | NaN | W | 28.0 | S | SSE | 15.0 | 11.0 | 58.0 | 27.0 | 1007.0 | 1005.7 | NaN | NaN | 20.1 | 28.2 | Yes | No |
| Date | Location | MinTemp | MaxTemp | Rainfall | Evaporation | Sunshine | WindGustDir | WindGustSpeed | WindDir9am | WindDir3pm | WindSpeed9am | WindSpeed3pm | Humidity9am | Humidity3pm | Pressure9am | Pressure3pm | Cloud9am | Cloud3pm | Temp9am | Temp3pm | RainToday | RainTomorrow | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 145450 | 2017-06-16 | Uluru | 5.2 | 24.3 | 0.0 | NaN | NaN | E | 24.0 | SE | E | 11.0 | 11.0 | 53.0 | 24.0 | 1023.8 | 1020.0 | NaN | NaN | 12.3 | 23.3 | No | No |
| 145451 | 2017-06-17 | Uluru | 6.4 | 23.4 | 0.0 | NaN | NaN | ESE | 31.0 | S | ESE | 15.0 | 17.0 | 53.0 | 25.0 | 1025.8 | 1023.0 | NaN | NaN | 11.2 | 23.1 | No | No |
| 145452 | 2017-06-18 | Uluru | 8.0 | 20.7 | 0.0 | NaN | NaN | ESE | 41.0 | SE | E | 19.0 | 26.0 | 56.0 | 32.0 | 1028.1 | 1024.3 | NaN | 7.0 | 11.6 | 20.0 | No | No |
| 145453 | 2017-06-19 | Uluru | 7.4 | 20.6 | 0.0 | NaN | NaN | E | 35.0 | ESE | E | 15.0 | 17.0 | 63.0 | 33.0 | 1027.2 | 1023.3 | NaN | NaN | 11.0 | 20.3 | No | No |
| 145454 | 2017-06-20 | Uluru | 3.5 | 21.8 | 0.0 | NaN | NaN | E | 31.0 | ESE | E | 15.0 | 13.0 | 59.0 | 27.0 | 1024.7 | 1021.2 | NaN | NaN | 9.4 | 20.9 | No | No |
| 145455 | 2017-06-21 | Uluru | 2.8 | 23.4 | 0.0 | NaN | NaN | E | 31.0 | SE | ENE | 13.0 | 11.0 | 51.0 | 24.0 | 1024.6 | 1020.3 | NaN | NaN | 10.1 | 22.4 | No | No |
| 145456 | 2017-06-22 | Uluru | 3.6 | 25.3 | 0.0 | NaN | NaN | NNW | 22.0 | SE | N | 13.0 | 9.0 | 56.0 | 21.0 | 1023.5 | 1019.1 | NaN | NaN | 10.9 | 24.5 | No | No |
| 145457 | 2017-06-23 | Uluru | 5.4 | 26.9 | 0.0 | NaN | NaN | N | 37.0 | SE | WNW | 9.0 | 9.0 | 53.0 | 24.0 | 1021.0 | 1016.8 | NaN | NaN | 12.5 | 26.1 | No | No |
| 145458 | 2017-06-24 | Uluru | 7.8 | 27.0 | 0.0 | NaN | NaN | SE | 28.0 | SSE | N | 13.0 | 7.0 | 51.0 | 24.0 | 1019.4 | 1016.5 | 3.0 | 2.0 | 15.1 | 26.0 | No | No |
| 145459 | 2017-06-25 | Uluru | 14.9 | NaN | 0.0 | NaN | NaN | NaN | NaN | ESE | ESE | 17.0 | 17.0 | 62.0 | 36.0 | 1020.2 | 1017.9 | 8.0 | 8.0 | 15.0 | 20.9 | No | NaN |